{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "78a465ba",
   "metadata": {},
   "source": [
    "* 时间：2023/10/18\n",
    "* WEB数据挖掘\n",
    "* week07"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cbe9234",
   "metadata": {},
   "source": [
    "# 第一个Ajes的数据源请求     \n",
    "> 1.数据源是从Chrome浏览器xhr中查询到的     \n",
    "> 2.尝试使用浏览器中的requests header会让payload          \n",
    "> 3.该数据基本描述：页面cardlist数据的源数据     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c4ff9980",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 尝试requests-hyml 获取页面数据\n",
    "from requests_html import HTMLSession\n",
    "session = HTMLSession()\n",
    "\n",
    "r = session.get('https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=62e7o1z9y36cl5bo4i2qdk38zjk0n7cb&scene=condition&skId=62e7o1z9y36cl5bo4i2qdk38zjk0n7cb&fkId=62e7o1z9y36cl5bo4i2qdk38zjk0n7cb&sfrom=search_job_pc&suggestId=')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "568114ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "liepin_headers = {\n",
    "\t\"Accept\": \"application/json, text/plain, */*\",\n",
    "\t\"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "\t\"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "\t\"Connection\": \"keep-alive\",\n",
    "\t\"Content-Length\": \"487\",\n",
    "\t\"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "\t\"Cookie\": \"XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\",\n",
    "\t\"Host\": \"api-c.liepin.com\",\n",
    "\t\"Origin\": \"https://www.liepin.com\",\n",
    "\t\"Referer\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\",\n",
    "\t\"Sec-Fetch-Dest\": \"empty\",\n",
    "\t\"Sec-Fetch-Mode\": \"cors\",\n",
    "\t\"Sec-Fetch-Site\": \"same-site\",\n",
    "\t\"User-Agent\": \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36\",\n",
    "\t\"X-Client-Type\": \"web\",\n",
    "\t\"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "\t\"X-Fscp-Fe-Version\": \"\",\n",
    "\t\"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "\t\"X-Fscp-Trace-Id\": \"187c89d1-ed19-48b2-99fe-85ceeb116589\",\n",
    "\t\"X-Fscp-Version\": \"1.1\",\n",
    "\t\"X-Requested-With\": \"XMLHttpRequest\",\n",
    "\t\"X-XSRF-TOKEN\": \"zIARnRM0QQaLudJk_4OBXw\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1105c119",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "\t\"data\": {\n",
    "\t\t\"mainSearchPcConditionForm\": {\n",
    "\t\t\t\"city\": \"050090\",\n",
    "\t\t\t\"dq\": \"050090\",\n",
    "\t\t\t\"pubTime\": \"\",\n",
    "\t\t\t\"currentPage\": \"0\",\n",
    "\t\t\t\"pageSize\": 40,\n",
    "\t\t\t\"key\": \"产品经理\",\n",
    "\t\t\t\"suggestTag\": \"\",\n",
    "\t\t\t\"workYearCode\": \"\",\n",
    "\t\t\t\"compId\": \"\",\n",
    "\t\t\t\"compName\": \"\",\n",
    "\t\t\t\"compTag\": \"\",\n",
    "\t\t\t\"industry\": \"\",\n",
    "\t\t\t\"salary\": \"\",\n",
    "\t\t\t\"jobKind\": \"\",\n",
    "\t\t\t\"compScale\": \"\",\n",
    "\t\t\t\"compKind\": \"\",\n",
    "\t\t\t\"compStage\": \"\",\n",
    "\t\t\t\"eduLevel\": \"\"\n",
    "\t\t},\n",
    "\t\t\"passThroughForm\": {\n",
    "\t\t\t\"scene\": \"condition\",\n",
    "\t\t\t\"skId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"fkId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"ckId\": \"y2jy1uvl2gar8xipyemg77rijoomop78\",\n",
    "\t\t\t\"suggest\": None\n",
    "\t\t}\n",
    "\t}\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f6ed9d66",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "279ef2ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2258727339%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '64edb1871913aa27489a503a05u.png',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac',\n",
       "      'chatted': False,\n",
       "      'imId': 'f2bc966edf87465727604c803496f761',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '62f463c85732892a6615046607u.png',\n",
       "      'compId': 13146105,\n",
       "      'compName': '联和存储科技(江苏)有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/13146105/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"jobId\":\"58727339\",\"recruiterPhoto\":\"64edb1871913aa27489a503a05u.png\",\"recruiterName\":\"王女士\",\"imId\":\"f2bc966edf87465727604c803496f761\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '数据分析',\n",
       "       '存储芯片',\n",
       "       'NAND',\n",
       "       'UFS',\n",
       "       'ssd'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '58727339',\n",
       "      'title': 'PM产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'advViewFlag': True,\n",
       "      'refreshTime': '20231025092903',\n",
       "      'salary': '20-40k·14薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1958727339.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262340719%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': 'e2977cb7c48d92cc95ff89b467c8f367',\n",
       "      'chatted': False,\n",
       "      'imId': '1423ffc96d23eef6e358a4dcf6ef85b9',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '工程施工',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '6192332159c483542a7085ae07u.png',\n",
       "      'compId': 12778001,\n",
       "      'compName': '深圳市大乐装建筑科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/12778001/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"jobId\":\"62340719\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"张女士\",\"imId\":\"1423ffc96d23eef6e358a4dcf6ef85b9\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['平台产品',\n",
       "       'SaaS产品',\n",
       "       '供应链产品',\n",
       "       'IT互联网',\n",
       "       '装修装饰',\n",
       "       'SaaS系统',\n",
       "       '计算机软件',\n",
       "       '产品设计',\n",
       "       '产品优化',\n",
       "       '流程设计'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62340719',\n",
       "      'title': '产品经理（家装设计Saas）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'advViewFlag': True,\n",
       "      'refreshTime': '20231019170606',\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1962340719.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262389205%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '4b5b2f7a74ebead3aadebbe992efa486',\n",
       "      'chatted': False,\n",
       "      'imId': 'a693fe2de3b813b818250961d28776f8',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '生物技术',\n",
       "      'compStage': '天使轮',\n",
       "      'compLogo': '636488445fd2f55ef5a3291b07u.png',\n",
       "      'compId': 12787419,\n",
       "      'compName': '倍生生物科技(深圳)有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/12787419/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"4b5b2f7a74ebead3aadebbe992efa486\",\"jobId\":\"62389205\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"郑女士\",\"imId\":\"a693fe2de3b813b818250961d28776f8\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['平台产品',\n",
       "       '竞品分析',\n",
       "       '策略产品',\n",
       "       '商业产品',\n",
       "       '产品优化',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
       "       '医疗行业',\n",
       "       'to B',\n",
       "       '数据产品'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62389205',\n",
       "      'title': '高级产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'advViewFlag': True,\n",
       "      'refreshTime': '20231023105635',\n",
       "      'salary': '20-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳-光明区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1962389205.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2236908035%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png',\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': 'd4be0c7af21e622076f4668dbe33f725',\n",
       "      'chatted': False,\n",
       "      'imId': '4a4ece35206ffdf578f5885b11a76839',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe915474719d35745acf0903a.png',\n",
       "      'compId': 1072424,\n",
       "      'compName': '阿里巴巴集团',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/1072424/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"jobId\":\"36908035\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\",\"recruiterName\":\"陈先生\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '36908035',\n",
       "      'title': 'Lazada-Data Product Manager-流量数据产品经理（深圳）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20210311143004',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'link': 'https://www.liepin.com/job/1936908035.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2244250585%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '人力资源部主管',\n",
       "      'recruiterId': '03a35b280d00a67bde30689f01e9fe19',\n",
       "      'chatted': False,\n",
       "      'imId': '5f8386ced4ae183262f6540bf442d9e7',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '5bfe9bce74719df0ac9a179703a.png',\n",
       "      'compId': 8523053,\n",
       "      'compName': '中电港',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/8523053/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"jobId\":\"44250585\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"郑女士\",\"imId\":\"5f8386ced4ae183262f6540bf442d9e7\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据产品',\n",
       "       '供应链产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '电子商务',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '竞品分析',\n",
       "       '数据分析'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '44250585',\n",
       "      'title': '产品经理 PM（NXP）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231016141158',\n",
       "      'salary': '15-20k·15薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1944250585.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2243765787%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '6098fbd5919e256bc8d799fe03u.png',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'Talent Acquisition',\n",
       "      'recruiterId': '435b286bb8f76f8f51d56a5f1de4256c',\n",
       "      'chatted': False,\n",
       "      'imId': '1302b01334b547df3eae059a38e31609',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '机械/设备',\n",
       "      'compLogo': '5bfe9df574719d2aa34b7b2203a.png',\n",
       "      'compId': 1069385,\n",
       "      'compName': '伊顿中国',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/1069385/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"jobId\":\"43765787\",\"recruiterPhoto\":\"6098fbd5919e256bc8d799fe03u.png\",\"recruiterName\":\"王女士\",\"imId\":\"1302b01334b547df3eae059a38e31609\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '43765787',\n",
       "      'title': '产品经理 PLM PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230821133647',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1943765787.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2249967313%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5db1849947b2f02171adf34907u.jpg',\n",
       "      'recruiterName': '万先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '8a9f7420efe1111fa9891526b34c6c2a',\n",
       "      'chatted': False,\n",
       "      'imId': 'f6dc9ce90b0921a49ccf3dc45f6d7696',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某深圳大型电子/半导体/集成电路公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"8a9f7420efe1111fa9891526b34c6c2a\",\"jobId\":\"49967313\",\"recruiterPhoto\":\"5db1849947b2f02171adf34907u.jpg\",\"recruiterName\":\"万先生\",\"imId\":\"f6dc9ce90b0921a49ccf3dc45f6d7696\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['功率器件'],\n",
       "      'jobKind': '1',\n",
       "      'jobId': '49967313',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025172353',\n",
       "      'salary': '20-40k·13薪',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/a/49967313.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261924043%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '洪女士',\n",
       "      'recruiterTitle': '助理总经理/总助(高管级)',\n",
       "      'recruiterId': '49456bf7c47ad70d219291c49e5b9314',\n",
       "      'chatted': False,\n",
       "      'imId': 'b736db3b42e0395a5ffa3c8d56bb2e9d',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 13629967,\n",
       "      'compName': '深圳中积芯科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/13629967/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"49456bf7c47ad70d219291c49e5b9314\",\"jobId\":\"61924043\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"洪女士\",\"imId\":\"b736db3b42e0395a5ffa3c8d56bb2e9d\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['产品规划', '市场调研', '用户研究', '电子商务'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61924043',\n",
       "      'title': 'PM产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=7',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230928114733',\n",
       "      'salary': '13-16k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1961924043.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2244022163%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '616d0eaff3e81c74a137689a06u.png',\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '物联网解决方案事业部副总',\n",
       "      'recruiterId': 'c204e12c186b70d57858b553fb56c213',\n",
       "      'chatted': False,\n",
       "      'imId': 'c01b7239c29322d914c33c05749ae593',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '智能硬件',\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '6163dc033df70d56f3b601a406u.png',\n",
       "      'compId': 10047697,\n",
       "      'compName': 'BroadLink',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10047697/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"jobId\":\"44022163\",\"recruiterPhoto\":\"616d0eaff3e81c74a137689a06u.png\",\"recruiterName\":\"刘先生\",\"imId\":\"c01b7239c29322d914c33c05749ae593\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['ppt', '需求分析', '硬件产品'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '44022163',\n",
       "      'title': 'pm产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20211018102103',\n",
       "      'salary': '13-18k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1944022163.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262125471%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg',\n",
       "      'recruiterName': '余先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'bba759b10dd4f30e2a1b9740c3514f62',\n",
       "      'chatted': False,\n",
       "      'imId': '005af46d9f3704303d9330917b5ed9b8',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '餐饮业',\n",
       "      'compLogo': '636ccda1eb6213323330832902u.png',\n",
       "      'compId': 13333885,\n",
       "      'compName': '深圳侠时代餐饮管理咨询有限公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/13333885/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"bba759b10dd4f30e2a1b9740c3514f62\",\"jobId\":\"62125471\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\",\"recruiterName\":\"余先生\",\"imId\":\"005af46d9f3704303d9330917b5ed9b8\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['小吃研发', '凉菜研发', '产品创新'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62125471',\n",
       "      'title': '产品研发经理（小吃凉菜）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=9',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025101329',\n",
       "      'salary': '16-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962125471.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261168405%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '曾女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '27b40b320914b243bb131668d4424cd3',\n",
       "      'chatted': False,\n",
       "      'imId': 'f6b7241c2baec70cb55f541d35f91cff',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'compId': 7863078,\n",
       "      'compName': '字节跳动',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/7863078/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"27b40b320914b243bb131668d4424cd3\",\"jobId\":\"61168405\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"曾女士\",\"imId\":\"f6b7241c2baec70cb55f541d35f91cff\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据产品', '数据分析', '产品规划', '团队管理', '用户研究'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61168405',\n",
       "      'title': '特效工具产品经理-智能创作  Effects Tools Product Manager-Intelligent Creation',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=10',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231020013412',\n",
       "      'salary': '20-50k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1961168405.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2257342597%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '0f490e3b52d7b4d209f146570e06808e',\n",
       "      'chatted': False,\n",
       "      'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 8921762,\n",
       "      'compName': '鹏源电子',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8921762/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"jobId\":\"57342597\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"郑女士\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '57342597',\n",
       "      'title': 'PM 产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025092647',\n",
       "      'salary': '12-20k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1957342597.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259037701%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '3ed0a57b953381ec00fd95f949e1e587',\n",
       "      'chatted': False,\n",
       "      'imId': 'c2a7b3c534d4f3e28d1ff84e0a6c6898',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '贸易/进出口',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '5f6bf74a79c7cc70efb0449807u.png',\n",
       "      'compId': 12148501,\n",
       "      'compName': '深圳市华信科科技有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/12148501/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"3ed0a57b953381ec00fd95f949e1e587\",\"jobId\":\"59037701\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"王女士\",\"imId\":\"c2a7b3c534d4f3e28d1ff84e0a6c6898\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59037701',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230707141108',\n",
       "      'salary': '15-30k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1959037701.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2260775157%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterId': 'e040df2a2277bc9edfc50be1acb5a8aa',\n",
       "      'chatted': False,\n",
       "      'imId': '4ef5526798483a4de37b0b202b2adc1c',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61d5701e9c49ff7ec564562301u.png',\n",
       "      'compId': 12260991,\n",
       "      'compName': '中印云端',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/12260991/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e040df2a2277bc9edfc50be1acb5a8aa\",\"jobId\":\"60775157\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"朱女士\",\"imId\":\"4ef5526798483a4de37b0b202b2adc1c\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['模拟电源', 'PM', '产品经理', '二极管', '元器件'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '60775157',\n",
       "      'title': '产品线经理 （PM）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230814102813',\n",
       "      'salary': '20-40k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1960775157.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262434771%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'c2e78dc87ba8babb5b05f36f9f4c7dce',\n",
       "      'chatted': False,\n",
       "      'imId': '4ca16030d71bd190ad8732728d6065d6',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compLogo': '5df6fa31276e4871f428c9b508u.png',\n",
       "      'compId': 9859209,\n",
       "      'compName': '深圳华润九新药业有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/9859209/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"c2e78dc87ba8babb5b05f36f9f4c7dce\",\"jobId\":\"62434771\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"朱女士\",\"imId\":\"4ca16030d71bd190ad8732728d6065d6\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62434771',\n",
       "      'title': '产品专员-抗感染BU市场部',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231024153918',\n",
       "      'salary': '8-10k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1962434771.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2248634761%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '6305cf61b77e512ba9da292908u.png',\n",
       "      'recruiterName': '景女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'a3efebbe5476fd144c7275e0b3131c5e',\n",
       "      'chatted': False,\n",
       "      'imId': 'bf831b7e81387f4345913e3a4abf94f3',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某深圳计算机软件公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"a3efebbe5476fd144c7275e0b3131c5e\",\"jobId\":\"48634761\",\"recruiterPhoto\":\"6305cf61b77e512ba9da292908u.png\",\"recruiterName\":\"景女士\",\"imId\":\"bf831b7e81387f4345913e3a4abf94f3\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子元器件', '半导体', '电子/半导体/集成电路'],\n",
       "      'jobKind': '1',\n",
       "      'jobId': '48634761',\n",
       "      'title': '产品线经理PM 交通补贴 (154354)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230815174402',\n",
       "      'salary': '10-15k',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '一年以下',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/a/48634761.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2238687185%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '784ac3ccc4474b6f71a2c9fecf9f2948',\n",
       "      'chatted': False,\n",
       "      'imId': '361ab007f8a1697171de52c3bc0b6279',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 10016683,\n",
       "      'compName': '深圳市宏旺微电子有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10016683/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"784ac3ccc4474b6f71a2c9fecf9f2948\",\"jobId\":\"38687185\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"张女士\",\"imId\":\"361ab007f8a1697171de52c3bc0b6279\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['产品规划', '运营管理'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '38687185',\n",
       "      'title': '产品经理/PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=16',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230714142301',\n",
       "      'salary': '15-25k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1938687185.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2254319281%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '62fc9cee804e287457021c6403u.png',\n",
       "      'recruiterName': '卢女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '997ac596617df43a6fc5e5a3185cdff3',\n",
       "      'chatted': False,\n",
       "      'imId': '4d26494c54a77d5333f1d87ff4815723',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '62fc973a9e4c1713c988b8b103u.jpg',\n",
       "      'compId': 9443633,\n",
       "      'compName': '雅全电子',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/9443633/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"997ac596617df43a6fc5e5a3185cdff3\",\"jobId\":\"54319281\",\"recruiterPhoto\":\"62fc9cee804e287457021c6403u.png\",\"recruiterName\":\"卢女士\",\"imId\":\"4d26494c54a77d5333f1d87ff4815723\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据产品', '电子/半导体/集成电路', '市场调研', '数据分析', '产品规划'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '54319281',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=17',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20221123151858',\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1954319281.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262323277%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': 'e2977cb7c48d92cc95ff89b467c8f367',\n",
       "      'chatted': False,\n",
       "      'imId': '1423ffc96d23eef6e358a4dcf6ef85b9',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '工程施工',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '6192332159c483542a7085ae07u.png',\n",
       "      'compId': 12778001,\n",
       "      'compName': '深圳市大乐装建筑科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/12778001/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"jobId\":\"62323277\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"张女士\",\"imId\":\"1423ffc96d23eef6e358a4dcf6ef85b9\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['室内装饰',\n",
       "       '装饰装潢工程',\n",
       "       '公装工程',\n",
       "       '家装工程',\n",
       "       '建筑设计',\n",
       "       '施工现场管理',\n",
       "       '住宅建筑',\n",
       "       'CAD',\n",
       "       'Adobe Photoshop'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62323277',\n",
       "      'title': '室内施工图设计师',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=18',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231019110649',\n",
       "      'salary': '12-18k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1962323277.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262357815%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5d4b8c2f81fb1a0d6f6ab53a03u.png',\n",
       "      'recruiterName': '蓝女士',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'recruiterId': 'f5baa63b70999ea21bbb9ece786c9c4a',\n",
       "      'chatted': False,\n",
       "      'imId': '6d356058563a25376042c177f0a1d2b1',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '银行',\n",
       "      'compLogo': '5d4b8b40cd394174d097380c03u.png',\n",
       "      'compId': 6409805,\n",
       "      'compName': '中信银行信用卡中心',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': 'https://www.liepin.com/company/6409805/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f5baa63b70999ea21bbb9ece786c9c4a\",\"jobId\":\"62357815\",\"recruiterPhoto\":\"5d4b8c2f81fb1a0d6f6ab53a03u.png\",\"recruiterName\":\"蓝女士\",\"imId\":\"6d356058563a25376042c177f0a1d2b1\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62357815',\n",
       "      'title': '产品经理(010154)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=19',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231020132145',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1962357815.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2260604499%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '行政专员',\n",
       "      'recruiterId': 'c2a37beb635ce04c1a47493faf33028d',\n",
       "      'chatted': False,\n",
       "      'imId': '3665e3a34b0ddcc0af3ffeaad667fde0',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '批发/零售',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12157595,\n",
       "      'compName': '深圳市亿诚伟业电子有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12157595/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"c2a37beb635ce04c1a47493faf33028d\",\"jobId\":\"60604499\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"recruiterName\":\"郑女士\",\"imId\":\"3665e3a34b0ddcc0af3ffeaad667fde0\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '60604499',\n",
       "      'title': 'PM产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=20',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230807163133',\n",
       "      'salary': '10-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1960604499.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2247307987%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg',\n",
       "      'recruiterName': '杨先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'dd0950349f402d2194eb8148a132ff22',\n",
       "      'chatted': False,\n",
       "      'imId': '784c2b987245e47cc3598071a0e218f7',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 9579944,\n",
       "      'compName': '深圳市盈辉电子有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/9579944/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"dd0950349f402d2194eb8148a132ff22\",\"jobId\":\"47307987\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\",\"recruiterName\":\"杨先生\",\"imId\":\"784c2b987245e47cc3598071a0e218f7\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '47307987',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=21',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025101506',\n",
       "      'salary': '15-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1947307987.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259431759%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '0f490e3b52d7b4d209f146570e06808e',\n",
       "      'chatted': False,\n",
       "      'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 8921762,\n",
       "      'compName': '鹏源电子',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8921762/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"jobId\":\"59431759\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"郑女士\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['产品线',\n",
       "       '功率器件',\n",
       "       '电子/半导体/集成电路',\n",
       "       '半导体',\n",
       "       '储能电源',\n",
       "       '光伏',\n",
       "       '光伏逆变器',\n",
       "       'PM'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59431759',\n",
       "      'title': 'PM产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=22',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025092647',\n",
       "      'salary': '10-20k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1959431759.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2255750935%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '余女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'recruiterId': 'a58562f9e895113a96b14984e4c3aac6',\n",
       "      'chatted': False,\n",
       "      'imId': '63f83a66035b4f9686da8f3a9139f92c',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfea08974719d2aa34bfb9303a.png',\n",
       "      'compId': 8028167,\n",
       "      'compName': '道径电子',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/8028167/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"a58562f9e895113a96b14984e4c3aac6\",\"jobId\":\"55750935\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"余女士\",\"imId\":\"63f83a66035b4f9686da8f3a9139f92c\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '市场调研', '团队管理'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '55750935',\n",
       "      'title': '产品经理/PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=23',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230720144759',\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1955750935.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2257179331%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterId': '6bd83db4d420cd80a3b249221be97dc4',\n",
       "      'chatted': False,\n",
       "      'imId': '27fdfc91f6dc9809b64be310238bddad',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '619fea551bd4fb704e8f5f9304u.jpg',\n",
       "      'compId': 13391655,\n",
       "      'compName': '深圳市宣盈科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/13391655/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"6bd83db4d420cd80a3b249221be97dc4\",\"jobId\":\"57179331\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"recruiterName\":\"黄女士\",\"imId\":\"27fdfc91f6dc9809b64be310238bddad\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['to C', '产品规划', '团队管理'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '57179331',\n",
       "      'title': 'PM产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=24',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230707142907',\n",
       "      'salary': '14-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1957179331.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2256533879%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '商务专员',\n",
       "      'recruiterId': '1185646b724f9912c393eccc5f8b43d1',\n",
       "      'chatted': False,\n",
       "      'imId': '0a4f64b46432b033a88090c0f9b26513',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60eeb62a5f5b8a6b840f236a08u.png',\n",
       "      'compId': 12830957,\n",
       "      'compName': '深圳市高维智创科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12830957/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"1185646b724f9912c393eccc5f8b43d1\",\"jobId\":\"56533879\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"刘女士\",\"imId\":\"0a4f64b46432b033a88090c0f9b26513\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['客户端产品', '电子/半导体/集成电路', '用户研究'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '56533879',\n",
       "      'title': '产品经理（PM）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=25',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230608101922',\n",
       "      'salary': '10-12k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1956533879.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2247135639%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterId': 'dacd6a5aa3f238c18b38d6f56093b2cd',\n",
       "      'chatted': False,\n",
       "      'imId': '87308f241fde688761a8485668ee84be',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61a0c0e51bd4fb704ea367f707u.jpg',\n",
       "      'compId': 13115993,\n",
       "      'compName': '深圳市粤吉电子有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/13115993/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"dacd6a5aa3f238c18b38d6f56093b2cd\",\"jobId\":\"47135639\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"recruiterName\":\"张女士\",\"imId\":\"87308f241fde688761a8485668ee84be\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '47135639',\n",
       "      'title': 'pm产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=26',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20220216165525',\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1947135639.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2255751165%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '牟女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '676976ba8ba9ecb043ed27b6aa9920aa',\n",
       "      'chatted': False,\n",
       "      'imId': '74529eb458bb0f3c244e08c53f86302f',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '620df5b4852ef53f0fc5b9d801u.png',\n",
       "      'compId': 7987788,\n",
       "      'compName': '深圳市凯新达电子有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/7987788/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"676976ba8ba9ecb043ed27b6aa9920aa\",\"jobId\":\"55751165\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"牟女士\",\"imId\":\"74529eb458bb0f3c244e08c53f86302f\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['PM产品经理'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '55751165',\n",
       "      'title': '代理线PM产品经理（电力电子方向）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=27',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230327164332',\n",
       "      'salary': '10-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1955751165.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262102371%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb',\n",
       "      'chatted': False,\n",
       "      'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compId': 10044915,\n",
       "      'compName': '华芯控股',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"jobId\":\"62102371\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"recruiterName\":\"董女士\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62102371',\n",
       "      'title': '市场PM（市场产品经理）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=28',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231010143954',\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962102371.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262423657%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'ac4610185d6c0a8468cfa4bf383ca6e0',\n",
       "      'chatted': False,\n",
       "      'imId': '10dcebc2c4e87aedc113e61f65e6c038',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12397633,\n",
       "      'compName': '深圳市威晟达科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12397633/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"jobId\":\"62423657\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"吴女士\",\"imId\":\"10dcebc2c4e87aedc113e61f65e6c038\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['TO B ', '传感器芯片', '，消费类电子'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62423657',\n",
       "      'title': '芯片产品经理(PM)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=29',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231024112845',\n",
       "      'salary': '20-50k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962423657.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259576335%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '罗女士',\n",
       "      'recruiterTitle': '无',\n",
       "      'recruiterId': '536827c2c697d609f810b517e6edb438',\n",
       "      'chatted': False,\n",
       "      'imId': 'd636d1b63f2cb5bbe4ebb60240f6ac35',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '64a61cbb4beb94129c59f04c01u.png',\n",
       "      'compId': 13588741,\n",
       "      'compName': '深圳市天河星供应链有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/13588741/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"536827c2c697d609f810b517e6edb438\",\"jobId\":\"59576335\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"罗女士\",\"imId\":\"d636d1b63f2cb5bbe4ebb60240f6ac35\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['元器件产品经理', 'PM', '二三极管', 'MOS管'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59576335',\n",
       "      'title': '元器件产品经理PM（二三极管MOS管）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=30',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230915103453',\n",
       "      'salary': '25-30k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1959576335.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2253733605%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '总经理',\n",
       "      'recruiterId': '59155e63732ffa0eb9903f0bd7b26bb3',\n",
       "      'chatted': False,\n",
       "      'imId': '6044cbd70b5f5c7ad3bb4520db770433',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '63f4970e3ee568020853bf4708u.png',\n",
       "      'compId': 8444719,\n",
       "      'compName': '深圳市汇芯微电子有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/8444719/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"59155e63732ffa0eb9903f0bd7b26bb3\",\"jobId\":\"53733605\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"recruiterName\":\"张女士\",\"imId\":\"6044cbd70b5f5c7ad3bb4520db770433\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '53733605',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=31',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20221108191636',\n",
       "      'salary': '20-30k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1953733605.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261358687%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterName': '程女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'f969c2563637eedf6a8c132456e6099a',\n",
       "      'chatted': False,\n",
       "      'imId': '05aaed5d4be9c2705ccdf9963d70cb82',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '64fabb49da699477cab5723808u.png',\n",
       "      'compId': 8839503,\n",
       "      'compName': '宝创科技',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/8839503/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f969c2563637eedf6a8c132456e6099a\",\"jobId\":\"61358687\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"recruiterName\":\"程女士\",\"imId\":\"05aaed5d4be9c2705ccdf9963d70cb82\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子元器件',\n",
       "       '维护原厂关系 ',\n",
       "       '库存管控',\n",
       "       '与原厂价格谈判',\n",
       "       '单片机产品线',\n",
       "       '无线射频产品线',\n",
       "       '订单交期确定',\n",
       "       '支持销售',\n",
       "       '跟进重要客户',\n",
       "       '原厂价格谈判'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61358687',\n",
       "      'title': '通讯事业部-产品经理（PM)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231024095804',\n",
       "      'salary': '10-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1961358687.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2245491147%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'recruiterId': '23b668b7ef4cec0daa4401da99b69788',\n",
       "      'chatted': False,\n",
       "      'imId': 'f3f2d41ee0fe321eaaa70b13e477f173',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '5bfe93da74719d9f609ab36d03a.png',\n",
       "      'compId': 9329168,\n",
       "      'compName': '深圳市富临通实业股份有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/9329168/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"23b668b7ef4cec0daa4401da99b69788\",\"jobId\":\"45491147\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"吴女士\",\"imId\":\"f3f2d41ee0fe321eaaa70b13e477f173\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '45491147',\n",
       "      'title': 'pm产品经理（BOURNS/GD）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230106153857',\n",
       "      'salary': '10-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1945491147.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262395833%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb',\n",
       "      'chatted': False,\n",
       "      'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compId': 10044915,\n",
       "      'compName': '华芯控股',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"jobId\":\"62395833\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"recruiterName\":\"董女士\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['市场策划', '市场推广', '广告/传媒/文化'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62395833',\n",
       "      'title': '市场PM（高级市场产品经理）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231023135824',\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1962395833.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261436019%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5bd3bc2c8e50b2deb642ce5704a.jpg',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'e055293ceb97e8ba80dc6f4632770b9d',\n",
       "      'chatted': False,\n",
       "      'imId': '1031b754d0cf9461f76fdb90ccba96fb',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '5eb8fc87f2540204574348cf07u.png',\n",
       "      'compId': 9599779,\n",
       "      'compName': '深圳市晶台股份有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/9599779/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"jobId\":\"61436019\",\"recruiterPhoto\":\"5bd3bc2c8e50b2deb642ce5704a.jpg\",\"recruiterName\":\"李女士\",\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61436019',\n",
       "      'title': 'PM产品经理（功率器件）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231008092358',\n",
       "      'salary': '20-40k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1961436019.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2248626171%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5dd389a1d38a3d7423d99d5105u.jpg',\n",
       "      'recruiterName': '卓女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '868304a795f24fd2578045cabdc23e35',\n",
       "      'chatted': False,\n",
       "      'imId': '95ae3e68cbd8f03d337193710fe42056',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '医疗健康',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"868304a795f24fd2578045cabdc23e35\",\"jobId\":\"48626171\",\"recruiterPhoto\":\"5dd389a1d38a3d7423d99d5105u.jpg\",\"recruiterName\":\"卓女士\",\"imId\":\"95ae3e68cbd8f03d337193710fe42056\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '产品规划', '团队管理', '产品优化'],\n",
       "      'jobKind': '1',\n",
       "      'jobId': '48626171',\n",
       "      'title': 'PM产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025100817',\n",
       "      'salary': '40-60k',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'link': 'https://www.liepin.com/a/48626171.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2244818711%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'recruiterName': '何先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '040fb0f423490892184c70bb77110c0f',\n",
       "      'chatted': False,\n",
       "      'imId': '478ffe875d5ad1b19ccf3dc45f6d7696',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '627b816f4924691322d3f19108u.png',\n",
       "      'compId': 9630695,\n",
       "      'compName': '智楠半导体',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/9630695/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"040fb0f423490892184c70bb77110c0f\",\"jobId\":\"44818711\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\",\"recruiterName\":\"何先生\",\"imId\":\"478ffe875d5ad1b19ccf3dc45f6d7696\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['市场推广', '品牌推广', '市场调研分析', '市场策划'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '44818711',\n",
       "      'title': '代理商产品经理/PM（半导体）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231008102316',\n",
       "      'salary': '20-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1944818711.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2256671333%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '64ae1eb15b376d6e1d676d6302u.png',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '人力行政经理',\n",
       "      'recruiterId': '9558d6cee02396c88aa5df08719d318e',\n",
       "      'chatted': False,\n",
       "      'imId': 'fae87a695169edd342eae08e8608c645',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '贸易/进出口',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '640151168f07104b6e82343802u.png',\n",
       "      'compId': 8223169,\n",
       "      'compName': '捷迈科技',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/8223169/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"9558d6cee02396c88aa5df08719d318e\",\"jobId\":\"56671333\",\"recruiterPhoto\":\"64ae1eb15b376d6e1d676d6302u.png\",\"recruiterName\":\"刘女士\",\"imId\":\"fae87a695169edd342eae08e8608c645\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子元器件', '工业自动化', '新能源', '产品经理', '被动元件', '分立器件'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '56671333',\n",
       "      'title': '产品经理/PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231019091524',\n",
       "      'salary': '15-30k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1956671333.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2260686811%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterName': '贾女士',\n",
       "      'recruiterTitle': 'HR招聘',\n",
       "      'recruiterId': '6fdaf3efbffc15fb9a1b372cd0d54045',\n",
       "      'chatted': False,\n",
       "      'imId': '7b0110f1d286b2a7acd19bcabb3b6f15',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5bfe9c1474719df0ac9a24de03a.png',\n",
       "      'compId': 7977355,\n",
       "      'compName': '福建睿能科技',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/7977355/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"jobId\":\"60686811\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"recruiterName\":\"贾女士\",\"imId\":\"7b0110f1d286b2a7acd19bcabb3b6f15\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '60686811',\n",
       "      'title': '产品经理PM（国产线--华润微、芯朋微等）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231007173843',\n",
       "      'salary': '15-25k·18薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1960686811.shtml'}}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'totalCounts': 806,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11fe486f",
   "metadata": {},
   "source": [
    "## 第二个尝试的数据源   \n",
    "> 1.数据源是从Chrome浏览器xhr中查询到的     \n",
    "> 2.尝试使用浏览器中的requests header会让payload          \n",
    "> 3.该数据基本描述：页面condition数据的源数据   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1f32de41",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 关于liepin核心参数的详细信息获取（帮助我们后续的分类查询）\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job-cond-init',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f464b02a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'dqs': [],\n",
       "  'workExperiences': [{'code': '1', 'name': '应届生'},\n",
       "   {'code': '2', 'name': '实习生'},\n",
       "   {'code': '0$1', 'name': '1年以内'},\n",
       "   {'code': '1$3', 'name': '1-3年'},\n",
       "   {'code': '3$5', 'name': '3-5年'},\n",
       "   {'code': '5$10', 'name': '5-10年'},\n",
       "   {'code': '10$999', 'name': '10年以上'}],\n",
       "  'salaries': [{'code': '0$3', 'name': '3K以下'},\n",
       "   {'code': '3$5', 'name': '3K-5k'},\n",
       "   {'code': '5$10', 'name': '5K-10k'},\n",
       "   {'code': '10$20', 'name': '10K-20k'},\n",
       "   {'code': '20$40', 'name': '20K-40k'},\n",
       "   {'code': '40$60', 'name': '40K-60k'},\n",
       "   {'code': '60$999', 'name': '60K以上'}],\n",
       "  'jobKinds': [{'code': '1', 'name': '猎头职位'}, {'code': '2', 'name': '企业职位'}],\n",
       "  'compScales': [{'code': '010', 'name': '1-49人'},\n",
       "   {'code': '020', 'name': '50-99人'},\n",
       "   {'code': '030', 'name': '100-499人'},\n",
       "   {'code': '040', 'name': '500-999人'},\n",
       "   {'code': '050', 'name': '1000-2000人'},\n",
       "   {'code': '060', 'name': '2000-5000人'},\n",
       "   {'code': '070', 'name': '5000-10000人'},\n",
       "   {'code': '080', 'name': '10000人以上'}],\n",
       "  'industries': [{'children': [{'code': 'H01', 'name': '不限'},\n",
       "     {'code': 'H0001', 'name': '游戏'},\n",
       "     {'code': 'H0002', 'name': '电子商务'},\n",
       "     {'code': 'H0003', 'name': '新零售'},\n",
       "     {'code': 'H0004', 'name': '在线社交/媒体'},\n",
       "     {'code': 'H0005', 'name': '生活服务O2O'},\n",
       "     {'code': 'H0006', 'name': '在线教育'},\n",
       "     {'code': 'H0007', 'name': '互联网医疗'},\n",
       "     {'code': 'H0008', 'name': '云计算/大数据'},\n",
       "     {'code': 'H0009', 'name': '人工智能'},\n",
       "     {'code': 'H0010', 'name': '物联网'},\n",
       "     {'code': 'H0011', 'name': '区块链'},\n",
       "     {'code': 'H0012', 'name': '网络/信息安全'},\n",
       "     {'code': 'H0013', 'name': '计算机软件'},\n",
       "     {'code': 'H0014', 'name': '计算机硬件'},\n",
       "     {'code': 'H0015', 'name': '智能硬件'},\n",
       "     {'code': 'H0016', 'name': 'IT服务'},\n",
       "     {'code': 'H0017', 'name': '互联网'}],\n",
       "    'code': 'H01',\n",
       "    'name': 'IT/互联网/游戏'},\n",
       "   {'children': [{'code': 'H02', 'name': '不限'},\n",
       "     {'code': 'H0018', 'name': '电子/半导体/集成电路'},\n",
       "     {'code': 'H0019', 'name': '智能硬件'},\n",
       "     {'code': 'H0020', 'name': '运营商/增值服务'},\n",
       "     {'code': 'H0021', 'name': '通信设备'}],\n",
       "    'code': 'H02',\n",
       "    'name': '电子/通信/半导体'},\n",
       "   {'children': [{'code': 'H03', 'name': '不限'},\n",
       "     {'code': 'H0022', 'name': '房地产开发经营'},\n",
       "     {'code': 'H0023', 'name': '房地产租赁/中介'},\n",
       "     {'code': 'H0024', 'name': '物业/商业管理'},\n",
       "     {'code': 'H0025', 'name': '建材'},\n",
       "     {'code': 'H0026', 'name': '工程管理/勘察/监理'},\n",
       "     {'code': 'H0027', 'name': '建筑/工程设计'},\n",
       "     {'code': 'H0028', 'name': '工程施工'},\n",
       "     {'code': 'H0029', 'name': '装饰装修'}],\n",
       "    'code': 'H03',\n",
       "    'name': '房地产/建筑'},\n",
       "   {'children': [{'code': 'H04', 'name': '不限'},\n",
       "     {'code': 'H0030', 'name': '银行'},\n",
       "     {'code': 'H0031', 'name': '保险'},\n",
       "     {'code': 'H0032', 'name': '基金/证券/期货'},\n",
       "     {'code': 'H0033', 'name': '资产管理'},\n",
       "     {'code': 'H0034', 'name': '担保/拍卖/典当'},\n",
       "     {'code': 'H0035', 'name': '信托'},\n",
       "     {'code': 'H0036', 'name': '科技金融'},\n",
       "     {'code': 'H0037', 'name': '融资租赁/保理'},\n",
       "     {'code': 'H0038', 'name': '其他金融'}],\n",
       "    'code': 'H04',\n",
       "    'name': '金融'},\n",
       "   {'children': [{'code': 'H05', 'name': '不限'},\n",
       "     {'code': 'H0039', 'name': '食品/饮料/酒水'},\n",
       "     {'code': 'H0040', 'name': '日化'},\n",
       "     {'code': 'H0041', 'name': '烟草'},\n",
       "     {'code': 'H0042', 'name': '服装/纺织/皮革'},\n",
       "     {'code': 'H0043', 'name': '家具/家居'},\n",
       "     {'code': 'H0044', 'name': '家电'},\n",
       "     {'code': 'H0045', 'name': '办公用品/设备'},\n",
       "     {'code': 'H0046', 'name': '工艺品'},\n",
       "     {'code': 'H0047', 'name': '珠宝/首饰'},\n",
       "     {'code': 'H0048', 'name': '文娱用品/器材'},\n",
       "     {'code': 'H0049', 'name': '日用杂品'}],\n",
       "    'code': 'H05',\n",
       "    'name': '消费品'},\n",
       "   {'children': [{'code': 'H06', 'name': '不限'},\n",
       "     {'code': 'H0050', 'name': '制药'},\n",
       "     {'code': 'H0051', 'name': '生物技术'},\n",
       "     {'code': 'H0052', 'name': '医疗器械'},\n",
       "     {'code': 'H0053', 'name': '医疗机构'},\n",
       "     {'code': 'H0054', 'name': '医药流通'},\n",
       "     {'code': 'H0055', 'name': '医药外包'}],\n",
       "    'code': 'H06',\n",
       "    'name': '医疗健康'},\n",
       "   {'children': [{'code': 'H07', 'name': '不限'},\n",
       "     {'code': 'H0056', 'name': '汽车零部件及配件'},\n",
       "     {'code': 'H0057', 'name': '整车制造'},\n",
       "     {'code': 'H0058', 'name': '新能源汽车'},\n",
       "     {'code': 'H0059', 'name': '汽车交易/后市场'}],\n",
       "    'code': 'H07',\n",
       "    'name': '汽车'},\n",
       "   {'children': [{'code': 'H08', 'name': '不限'},\n",
       "     {'code': 'H0060', 'name': '机械/设备'},\n",
       "     {'code': 'H0061', 'name': '电气机械/器材'},\n",
       "     {'code': 'H0062', 'name': '仪器仪表'},\n",
       "     {'code': 'H0063', 'name': '轨道交通/船舶设备'},\n",
       "     {'code': 'H0064', 'name': '航空/航天设备'},\n",
       "     {'code': 'H0065', 'name': '新材料'},\n",
       "     {'code': 'H0066', 'name': '金属制品'},\n",
       "     {'code': 'H0067', 'name': '非金属矿物制品'},\n",
       "     {'code': 'H0068', 'name': '橡胶/塑料制品'},\n",
       "     {'code': 'H0069', 'name': '印刷/包装/造纸'},\n",
       "     {'code': 'H0070', 'name': '工业自动化'},\n",
       "     {'code': 'H0071', 'name': '家电'},\n",
       "     {'code': 'H0072', 'name': '家具/家居'},\n",
       "     {'code': 'H0073', 'name': '其他制造业'}],\n",
       "    'code': 'H08',\n",
       "    'name': '机械/制造'},\n",
       "   {'children': [{'code': 'H09', 'name': '不限'},\n",
       "     {'code': 'H0074', 'name': '学前教育'},\n",
       "     {'code': 'H0075', 'name': '学校教育'},\n",
       "     {'code': 'H0076', 'name': '培训服务'},\n",
       "     {'code': 'H0077', 'name': '其他教育培训'},\n",
       "     {'code': 'H0086', 'name': '学术/科研'}],\n",
       "    'code': 'H09',\n",
       "    'name': '教育培训/科研'},\n",
       "   {'children': [{'code': 'H10', 'name': '不限'},\n",
       "     {'code': 'H0078', 'name': '法律服务'},\n",
       "     {'code': 'H0079', 'name': '人力资源服务'},\n",
       "     {'code': 'H0080', 'name': '财务/审计/税务'},\n",
       "     {'code': 'H0081', 'name': '知识产权服务'},\n",
       "     {'code': 'H0082', 'name': '翻译服务'},\n",
       "     {'code': 'H0083', 'name': '咨询服务'},\n",
       "     {'code': 'H0084', 'name': '租赁业'},\n",
       "     {'code': 'H0085', 'name': '检测/认证'},\n",
       "     {'code': 'H0087', 'name': '专业技术服务'},\n",
       "     {'code': 'H0088', 'name': '科技推广服务'},\n",
       "     {'code': 'H0089', 'name': '其他商务服务业'}],\n",
       "    'code': 'H10',\n",
       "    'name': '专业服务'},\n",
       "   {'children': [{'code': 'H11', 'name': '不限'},\n",
       "     {'code': 'H0090', 'name': '广告/公关/会展'},\n",
       "     {'code': 'H0091', 'name': '广播/影视/录音'},\n",
       "     {'code': 'H0092', 'name': '新闻和出版业'},\n",
       "     {'code': 'H0093', 'name': '文化艺术业'},\n",
       "     {'code': 'H0094', 'name': '体育'}],\n",
       "    'code': 'H11',\n",
       "    'name': '广告/传媒/文化/体育'},\n",
       "   {'children': [{'code': 'H12', 'name': '不限'},\n",
       "     {'code': 'H0095', 'name': '餐饮业'},\n",
       "     {'code': 'H0096', 'name': '酒店/民宿'},\n",
       "     {'code': 'H0097', 'name': '旅游'},\n",
       "     {'code': 'H0098', 'name': '室内娱乐'},\n",
       "     {'code': 'H0099', 'name': '家政服务'},\n",
       "     {'code': 'H0100', 'name': '养老服务'},\n",
       "     {'code': 'H0101', 'name': '美容/美发/保健'},\n",
       "     {'code': 'H0102', 'name': '婚嫁/摄影'},\n",
       "     {'code': 'H0103', 'name': '宠物服务'},\n",
       "     {'code': 'H0104', 'name': '其他生活服务'}],\n",
       "    'code': 'H12',\n",
       "    'name': '生活服务'},\n",
       "   {'children': [{'code': 'H13', 'name': '不限'},\n",
       "     {'code': 'H0105', 'name': '民航/铁路/公路/水路客运'},\n",
       "     {'code': 'H0106', 'name': '货运/物流/仓储'},\n",
       "     {'code': 'H0107', 'name': '邮政/快递'},\n",
       "     {'code': 'H0108', 'name': '贸易/进出口'},\n",
       "     {'code': 'H0109', 'name': '批发/零售'}],\n",
       "    'code': 'H13',\n",
       "    'name': '交通/物流/贸易/零售'},\n",
       "   {'children': [{'code': 'H14', 'name': '不限'},\n",
       "     {'code': 'H0110', 'name': '矿产开采'},\n",
       "     {'code': 'H0111', 'name': '金属冶炼'},\n",
       "     {'code': 'H0112', 'name': '煤炭/燃料加工'},\n",
       "     {'code': 'H0113', 'name': '电力/热力/燃气/水务'},\n",
       "     {'code': 'H0114', 'name': '新能源'},\n",
       "     {'code': 'H0115', 'name': '石化'},\n",
       "     {'code': 'H0116', 'name': '化工'},\n",
       "     {'code': 'H0117', 'name': '环保'}],\n",
       "    'code': 'H14',\n",
       "    'name': '能源/化工/环保'},\n",
       "   {'children': [{'code': 'H15', 'name': '不限'},\n",
       "     {'code': 'H0118', 'name': '政府/公共事业'},\n",
       "     {'code': 'H0119', 'name': '非营利组织'},\n",
       "     {'code': 'H0120', 'name': '农/林/牧/渔'},\n",
       "     {'code': 'H0121', 'name': '其他行业'}],\n",
       "    'code': 'H15',\n",
       "    'name': '政府/非营利组织/其他'}],\n",
       "  'hotCities': [{'code': '410', 'name': '全国'},\n",
       "   {'code': '010', 'name': '北京'},\n",
       "   {'code': '020', 'name': '上海'},\n",
       "   {'code': '030', 'name': '天津'},\n",
       "   {'code': '040', 'name': '重庆'},\n",
       "   {'code': '050020', 'name': '广州'},\n",
       "   {'code': '050090', 'name': '深圳'},\n",
       "   {'code': '060080', 'name': '苏州'},\n",
       "   {'code': '060020', 'name': '南京'},\n",
       "   {'code': '070020', 'name': '杭州'},\n",
       "   {'code': '210040', 'name': '大连'},\n",
       "   {'code': '280020', 'name': '成都'},\n",
       "   {'code': '170020', 'name': '武汉'},\n",
       "   {'code': '270020', 'name': '西安'}],\n",
       "  'pubTimes': [{'code': '', 'name': '不限'},\n",
       "   {'code': '1', 'name': '一天以内'},\n",
       "   {'code': '3', 'name': '三天以内'},\n",
       "   {'code': '7', 'name': '一周以内'},\n",
       "   {'code': '30', 'name': '一个月以内'}],\n",
       "  'famousComps': [{'code': 'qua_0004', 'name': '财富中国500强'},\n",
       "   {'code': 'qua_0009', 'name': '创新企业100强'},\n",
       "   {'code': 'qua_0005', 'name': '制造业500强'},\n",
       "   {'code': 'qua_0003', 'name': '专精特新企业'},\n",
       "   {'code': 'qua_0001', 'name': '高新技术企业'},\n",
       "   {'code': 'qua_0008', 'name': '独角兽'}],\n",
       "  'educations': [{'code': '010', 'name': '博士'},\n",
       "   {'code': '020', 'name': 'MBA/EMBA'},\n",
       "   {'code': '030', 'name': '硕士'},\n",
       "   {'code': '040', 'name': '本科'},\n",
       "   {'code': '050', 'name': '大专'},\n",
       "   {'code': '060', 'name': '中专/中技'},\n",
       "   {'code': '080', 'name': '高中'},\n",
       "   {'code': '090', 'name': '初中及以下'}],\n",
       "  'financeStages': [{'code': '01', 'name': '天使轮'},\n",
       "   {'code': '02', 'name': 'A轮'},\n",
       "   {'code': '03', 'name': 'B轮'},\n",
       "   {'code': '04', 'name': 'C轮'},\n",
       "   {'code': '05', 'name': 'D轮及以上'},\n",
       "   {'code': '06', 'name': '已上市'},\n",
       "   {'code': '07', 'name': '战略融资'},\n",
       "   {'code': '08', 'name': '融资未公开'},\n",
       "   {'code': '99', 'name': '其他'}],\n",
       "  'compNatures': [{'code': '010', 'name': '外商独资·外企办事处'},\n",
       "   {'code': '020', 'name': '中外合营(合资·合作)'},\n",
       "   {'code': '030', 'name': '私营·民营企业'},\n",
       "   {'code': '040', 'name': '国有企业'},\n",
       "   {'code': '050', 'name': '国内上市公司'},\n",
       "   {'code': '060', 'name': '政府机关/非盈利机构'},\n",
       "   {'code': '070', 'name': '事业单位'},\n",
       "   {'code': '999', 'name': '其他'}]}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition = r.json()\n",
    "condition"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bd98007",
   "metadata": {},
   "source": [
    "# 本周内容\n",
    "## 1.构建数据抓取架构\n",
    "## 2. 尝试建立重复抓取数据的体系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "94fadda0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'dqs': [],\n",
       " 'workExperiences': [{'code': '1', 'name': '应届生'},\n",
       "  {'code': '2', 'name': '实习生'},\n",
       "  {'code': '0$1', 'name': '1年以内'},\n",
       "  {'code': '1$3', 'name': '1-3年'},\n",
       "  {'code': '3$5', 'name': '3-5年'},\n",
       "  {'code': '5$10', 'name': '5-10年'},\n",
       "  {'code': '10$999', 'name': '10年以上'}],\n",
       " 'salaries': [{'code': '0$3', 'name': '3K以下'},\n",
       "  {'code': '3$5', 'name': '3K-5k'},\n",
       "  {'code': '5$10', 'name': '5K-10k'},\n",
       "  {'code': '10$20', 'name': '10K-20k'},\n",
       "  {'code': '20$40', 'name': '20K-40k'},\n",
       "  {'code': '40$60', 'name': '40K-60k'},\n",
       "  {'code': '60$999', 'name': '60K以上'}],\n",
       " 'jobKinds': [{'code': '1', 'name': '猎头职位'}, {'code': '2', 'name': '企业职位'}],\n",
       " 'compScales': [{'code': '010', 'name': '1-49人'},\n",
       "  {'code': '020', 'name': '50-99人'},\n",
       "  {'code': '030', 'name': '100-499人'},\n",
       "  {'code': '040', 'name': '500-999人'},\n",
       "  {'code': '050', 'name': '1000-2000人'},\n",
       "  {'code': '060', 'name': '2000-5000人'},\n",
       "  {'code': '070', 'name': '5000-10000人'},\n",
       "  {'code': '080', 'name': '10000人以上'}],\n",
       " 'industries': [{'children': [{'code': 'H01', 'name': '不限'},\n",
       "    {'code': 'H0001', 'name': '游戏'},\n",
       "    {'code': 'H0002', 'name': '电子商务'},\n",
       "    {'code': 'H0003', 'name': '新零售'},\n",
       "    {'code': 'H0004', 'name': '在线社交/媒体'},\n",
       "    {'code': 'H0005', 'name': '生活服务O2O'},\n",
       "    {'code': 'H0006', 'name': '在线教育'},\n",
       "    {'code': 'H0007', 'name': '互联网医疗'},\n",
       "    {'code': 'H0008', 'name': '云计算/大数据'},\n",
       "    {'code': 'H0009', 'name': '人工智能'},\n",
       "    {'code': 'H0010', 'name': '物联网'},\n",
       "    {'code': 'H0011', 'name': '区块链'},\n",
       "    {'code': 'H0012', 'name': '网络/信息安全'},\n",
       "    {'code': 'H0013', 'name': '计算机软件'},\n",
       "    {'code': 'H0014', 'name': '计算机硬件'},\n",
       "    {'code': 'H0015', 'name': '智能硬件'},\n",
       "    {'code': 'H0016', 'name': 'IT服务'},\n",
       "    {'code': 'H0017', 'name': '互联网'}],\n",
       "   'code': 'H01',\n",
       "   'name': 'IT/互联网/游戏'},\n",
       "  {'children': [{'code': 'H02', 'name': '不限'},\n",
       "    {'code': 'H0018', 'name': '电子/半导体/集成电路'},\n",
       "    {'code': 'H0019', 'name': '智能硬件'},\n",
       "    {'code': 'H0020', 'name': '运营商/增值服务'},\n",
       "    {'code': 'H0021', 'name': '通信设备'}],\n",
       "   'code': 'H02',\n",
       "   'name': '电子/通信/半导体'},\n",
       "  {'children': [{'code': 'H03', 'name': '不限'},\n",
       "    {'code': 'H0022', 'name': '房地产开发经营'},\n",
       "    {'code': 'H0023', 'name': '房地产租赁/中介'},\n",
       "    {'code': 'H0024', 'name': '物业/商业管理'},\n",
       "    {'code': 'H0025', 'name': '建材'},\n",
       "    {'code': 'H0026', 'name': '工程管理/勘察/监理'},\n",
       "    {'code': 'H0027', 'name': '建筑/工程设计'},\n",
       "    {'code': 'H0028', 'name': '工程施工'},\n",
       "    {'code': 'H0029', 'name': '装饰装修'}],\n",
       "   'code': 'H03',\n",
       "   'name': '房地产/建筑'},\n",
       "  {'children': [{'code': 'H04', 'name': '不限'},\n",
       "    {'code': 'H0030', 'name': '银行'},\n",
       "    {'code': 'H0031', 'name': '保险'},\n",
       "    {'code': 'H0032', 'name': '基金/证券/期货'},\n",
       "    {'code': 'H0033', 'name': '资产管理'},\n",
       "    {'code': 'H0034', 'name': '担保/拍卖/典当'},\n",
       "    {'code': 'H0035', 'name': '信托'},\n",
       "    {'code': 'H0036', 'name': '科技金融'},\n",
       "    {'code': 'H0037', 'name': '融资租赁/保理'},\n",
       "    {'code': 'H0038', 'name': '其他金融'}],\n",
       "   'code': 'H04',\n",
       "   'name': '金融'},\n",
       "  {'children': [{'code': 'H05', 'name': '不限'},\n",
       "    {'code': 'H0039', 'name': '食品/饮料/酒水'},\n",
       "    {'code': 'H0040', 'name': '日化'},\n",
       "    {'code': 'H0041', 'name': '烟草'},\n",
       "    {'code': 'H0042', 'name': '服装/纺织/皮革'},\n",
       "    {'code': 'H0043', 'name': '家具/家居'},\n",
       "    {'code': 'H0044', 'name': '家电'},\n",
       "    {'code': 'H0045', 'name': '办公用品/设备'},\n",
       "    {'code': 'H0046', 'name': '工艺品'},\n",
       "    {'code': 'H0047', 'name': '珠宝/首饰'},\n",
       "    {'code': 'H0048', 'name': '文娱用品/器材'},\n",
       "    {'code': 'H0049', 'name': '日用杂品'}],\n",
       "   'code': 'H05',\n",
       "   'name': '消费品'},\n",
       "  {'children': [{'code': 'H06', 'name': '不限'},\n",
       "    {'code': 'H0050', 'name': '制药'},\n",
       "    {'code': 'H0051', 'name': '生物技术'},\n",
       "    {'code': 'H0052', 'name': '医疗器械'},\n",
       "    {'code': 'H0053', 'name': '医疗机构'},\n",
       "    {'code': 'H0054', 'name': '医药流通'},\n",
       "    {'code': 'H0055', 'name': '医药外包'}],\n",
       "   'code': 'H06',\n",
       "   'name': '医疗健康'},\n",
       "  {'children': [{'code': 'H07', 'name': '不限'},\n",
       "    {'code': 'H0056', 'name': '汽车零部件及配件'},\n",
       "    {'code': 'H0057', 'name': '整车制造'},\n",
       "    {'code': 'H0058', 'name': '新能源汽车'},\n",
       "    {'code': 'H0059', 'name': '汽车交易/后市场'}],\n",
       "   'code': 'H07',\n",
       "   'name': '汽车'},\n",
       "  {'children': [{'code': 'H08', 'name': '不限'},\n",
       "    {'code': 'H0060', 'name': '机械/设备'},\n",
       "    {'code': 'H0061', 'name': '电气机械/器材'},\n",
       "    {'code': 'H0062', 'name': '仪器仪表'},\n",
       "    {'code': 'H0063', 'name': '轨道交通/船舶设备'},\n",
       "    {'code': 'H0064', 'name': '航空/航天设备'},\n",
       "    {'code': 'H0065', 'name': '新材料'},\n",
       "    {'code': 'H0066', 'name': '金属制品'},\n",
       "    {'code': 'H0067', 'name': '非金属矿物制品'},\n",
       "    {'code': 'H0068', 'name': '橡胶/塑料制品'},\n",
       "    {'code': 'H0069', 'name': '印刷/包装/造纸'},\n",
       "    {'code': 'H0070', 'name': '工业自动化'},\n",
       "    {'code': 'H0071', 'name': '家电'},\n",
       "    {'code': 'H0072', 'name': '家具/家居'},\n",
       "    {'code': 'H0073', 'name': '其他制造业'}],\n",
       "   'code': 'H08',\n",
       "   'name': '机械/制造'},\n",
       "  {'children': [{'code': 'H09', 'name': '不限'},\n",
       "    {'code': 'H0074', 'name': '学前教育'},\n",
       "    {'code': 'H0075', 'name': '学校教育'},\n",
       "    {'code': 'H0076', 'name': '培训服务'},\n",
       "    {'code': 'H0077', 'name': '其他教育培训'},\n",
       "    {'code': 'H0086', 'name': '学术/科研'}],\n",
       "   'code': 'H09',\n",
       "   'name': '教育培训/科研'},\n",
       "  {'children': [{'code': 'H10', 'name': '不限'},\n",
       "    {'code': 'H0078', 'name': '法律服务'},\n",
       "    {'code': 'H0079', 'name': '人力资源服务'},\n",
       "    {'code': 'H0080', 'name': '财务/审计/税务'},\n",
       "    {'code': 'H0081', 'name': '知识产权服务'},\n",
       "    {'code': 'H0082', 'name': '翻译服务'},\n",
       "    {'code': 'H0083', 'name': '咨询服务'},\n",
       "    {'code': 'H0084', 'name': '租赁业'},\n",
       "    {'code': 'H0085', 'name': '检测/认证'},\n",
       "    {'code': 'H0087', 'name': '专业技术服务'},\n",
       "    {'code': 'H0088', 'name': '科技推广服务'},\n",
       "    {'code': 'H0089', 'name': '其他商务服务业'}],\n",
       "   'code': 'H10',\n",
       "   'name': '专业服务'},\n",
       "  {'children': [{'code': 'H11', 'name': '不限'},\n",
       "    {'code': 'H0090', 'name': '广告/公关/会展'},\n",
       "    {'code': 'H0091', 'name': '广播/影视/录音'},\n",
       "    {'code': 'H0092', 'name': '新闻和出版业'},\n",
       "    {'code': 'H0093', 'name': '文化艺术业'},\n",
       "    {'code': 'H0094', 'name': '体育'}],\n",
       "   'code': 'H11',\n",
       "   'name': '广告/传媒/文化/体育'},\n",
       "  {'children': [{'code': 'H12', 'name': '不限'},\n",
       "    {'code': 'H0095', 'name': '餐饮业'},\n",
       "    {'code': 'H0096', 'name': '酒店/民宿'},\n",
       "    {'code': 'H0097', 'name': '旅游'},\n",
       "    {'code': 'H0098', 'name': '室内娱乐'},\n",
       "    {'code': 'H0099', 'name': '家政服务'},\n",
       "    {'code': 'H0100', 'name': '养老服务'},\n",
       "    {'code': 'H0101', 'name': '美容/美发/保健'},\n",
       "    {'code': 'H0102', 'name': '婚嫁/摄影'},\n",
       "    {'code': 'H0103', 'name': '宠物服务'},\n",
       "    {'code': 'H0104', 'name': '其他生活服务'}],\n",
       "   'code': 'H12',\n",
       "   'name': '生活服务'},\n",
       "  {'children': [{'code': 'H13', 'name': '不限'},\n",
       "    {'code': 'H0105', 'name': '民航/铁路/公路/水路客运'},\n",
       "    {'code': 'H0106', 'name': '货运/物流/仓储'},\n",
       "    {'code': 'H0107', 'name': '邮政/快递'},\n",
       "    {'code': 'H0108', 'name': '贸易/进出口'},\n",
       "    {'code': 'H0109', 'name': '批发/零售'}],\n",
       "   'code': 'H13',\n",
       "   'name': '交通/物流/贸易/零售'},\n",
       "  {'children': [{'code': 'H14', 'name': '不限'},\n",
       "    {'code': 'H0110', 'name': '矿产开采'},\n",
       "    {'code': 'H0111', 'name': '金属冶炼'},\n",
       "    {'code': 'H0112', 'name': '煤炭/燃料加工'},\n",
       "    {'code': 'H0113', 'name': '电力/热力/燃气/水务'},\n",
       "    {'code': 'H0114', 'name': '新能源'},\n",
       "    {'code': 'H0115', 'name': '石化'},\n",
       "    {'code': 'H0116', 'name': '化工'},\n",
       "    {'code': 'H0117', 'name': '环保'}],\n",
       "   'code': 'H14',\n",
       "   'name': '能源/化工/环保'},\n",
       "  {'children': [{'code': 'H15', 'name': '不限'},\n",
       "    {'code': 'H0118', 'name': '政府/公共事业'},\n",
       "    {'code': 'H0119', 'name': '非营利组织'},\n",
       "    {'code': 'H0120', 'name': '农/林/牧/渔'},\n",
       "    {'code': 'H0121', 'name': '其他行业'}],\n",
       "   'code': 'H15',\n",
       "   'name': '政府/非营利组织/其他'}],\n",
       " 'hotCities': [{'code': '410', 'name': '全国'},\n",
       "  {'code': '010', 'name': '北京'},\n",
       "  {'code': '020', 'name': '上海'},\n",
       "  {'code': '030', 'name': '天津'},\n",
       "  {'code': '040', 'name': '重庆'},\n",
       "  {'code': '050020', 'name': '广州'},\n",
       "  {'code': '050090', 'name': '深圳'},\n",
       "  {'code': '060080', 'name': '苏州'},\n",
       "  {'code': '060020', 'name': '南京'},\n",
       "  {'code': '070020', 'name': '杭州'},\n",
       "  {'code': '210040', 'name': '大连'},\n",
       "  {'code': '280020', 'name': '成都'},\n",
       "  {'code': '170020', 'name': '武汉'},\n",
       "  {'code': '270020', 'name': '西安'}],\n",
       " 'pubTimes': [{'code': '', 'name': '不限'},\n",
       "  {'code': '1', 'name': '一天以内'},\n",
       "  {'code': '3', 'name': '三天以内'},\n",
       "  {'code': '7', 'name': '一周以内'},\n",
       "  {'code': '30', 'name': '一个月以内'}],\n",
       " 'famousComps': [{'code': 'qua_0004', 'name': '财富中国500强'},\n",
       "  {'code': 'qua_0009', 'name': '创新企业100强'},\n",
       "  {'code': 'qua_0005', 'name': '制造业500强'},\n",
       "  {'code': 'qua_0003', 'name': '专精特新企业'},\n",
       "  {'code': 'qua_0001', 'name': '高新技术企业'},\n",
       "  {'code': 'qua_0008', 'name': '独角兽'}],\n",
       " 'educations': [{'code': '010', 'name': '博士'},\n",
       "  {'code': '020', 'name': 'MBA/EMBA'},\n",
       "  {'code': '030', 'name': '硕士'},\n",
       "  {'code': '040', 'name': '本科'},\n",
       "  {'code': '050', 'name': '大专'},\n",
       "  {'code': '060', 'name': '中专/中技'},\n",
       "  {'code': '080', 'name': '高中'},\n",
       "  {'code': '090', 'name': '初中及以下'}],\n",
       " 'financeStages': [{'code': '01', 'name': '天使轮'},\n",
       "  {'code': '02', 'name': 'A轮'},\n",
       "  {'code': '03', 'name': 'B轮'},\n",
       "  {'code': '04', 'name': 'C轮'},\n",
       "  {'code': '05', 'name': 'D轮及以上'},\n",
       "  {'code': '06', 'name': '已上市'},\n",
       "  {'code': '07', 'name': '战略融资'},\n",
       "  {'code': '08', 'name': '融资未公开'},\n",
       "  {'code': '99', 'name': '其他'}],\n",
       " 'compNatures': [{'code': '010', 'name': '外商独资·外企办事处'},\n",
       "  {'code': '020', 'name': '中外合营(合资·合作)'},\n",
       "  {'code': '030', 'name': '私营·民营企业'},\n",
       "  {'code': '040', 'name': '国有企业'},\n",
       "  {'code': '050', 'name': '国内上市公司'},\n",
       "  {'code': '060', 'name': '政府机关/非盈利机构'},\n",
       "  {'code': '070', 'name': '事业单位'},\n",
       "  {'code': '999', 'name': '其他'}]}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 通过xhr我们找到liepin的数据分析体系如下：\n",
    "condition['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "72be59e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '410', 'name': '全国'},\n",
       " {'code': '010', 'name': '北京'},\n",
       " {'code': '020', 'name': '上海'},\n",
       " {'code': '030', 'name': '天津'},\n",
       " {'code': '040', 'name': '重庆'},\n",
       " {'code': '050020', 'name': '广州'},\n",
       " {'code': '050090', 'name': '深圳'},\n",
       " {'code': '060080', 'name': '苏州'},\n",
       " {'code': '060020', 'name': '南京'},\n",
       " {'code': '070020', 'name': '杭州'},\n",
       " {'code': '210040', 'name': '大连'},\n",
       " {'code': '280020', 'name': '成都'},\n",
       " {'code': '170020', 'name': '武汉'},\n",
       " {'code': '270020', 'name': '西安'}]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city = condition['data']['hotCities']\n",
    "city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3ca38be1",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_city = \"南京\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fb8fc75b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_city(city_name):\n",
    "    for i in city:\n",
    "        if i['name'] == input_city:\n",
    "            return(i['code'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "17ea4542",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '1', 'name': '应届生'},\n",
       " {'code': '2', 'name': '实习生'},\n",
       " {'code': '0$1', 'name': '1年以内'},\n",
       " {'code': '1$3', 'name': '1-3年'},\n",
       " {'code': '3$5', 'name': '3-5年'},\n",
       " {'code': '5$10', 'name': '5-10年'},\n",
       " {'code': '10$999', 'name': '10年以上'}]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workExperiences = condition['data']['workExperiences']\n",
    "workExperiences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a111974b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_WS(公司规模):\n",
    "    for i in compScales:\n",
    "        if i['name'] == 公司规模:\n",
    "            return i ['code']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "87eec71f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '010', 'name': '1-49人'},\n",
       " {'code': '020', 'name': '50-99人'},\n",
       " {'code': '030', 'name': '100-499人'},\n",
       " {'code': '040', 'name': '500-999人'},\n",
       " {'code': '050', 'name': '1000-2000人'},\n",
       " {'code': '060', 'name': '2000-5000人'},\n",
       " {'code': '070', 'name': '5000-10000人'},\n",
       " {'code': '080', 'name': '10000人以上'}]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compScales = condition['data']['compScales']\n",
    "compScales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4f854e31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'060020'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choose_city(\"广州\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "161fcf76",
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_WE(工作经验):\n",
    "    for i in workExperiences:\n",
    "        if i['name'] == 工作经验:\n",
    "            return(i['code'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2873ebfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0$1'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choose_WE('1年以内')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "54e02c20",
   "metadata": {},
   "outputs": [],
   "source": [
    "def request_payload(城市,关键词,工作经验):\n",
    "    payload = {\n",
    "        \"data\": {\n",
    "\t\t\"mainSearchPcConditionForm\": {\n",
    "\t\t\t\"city\": choose_city(城市),\n",
    "\t\t\t\"dq\": choose_city(城市),\n",
    "\t\t\t\"pubTime\": \"\",\n",
    "\t\t\t\"currentPage\": \"0\",\n",
    "\t\t\t\"pageSize\": 40,\n",
    "\t\t\t\"key\": 关键词,\n",
    "\t\t\t\"suggestTag\": \"\",\n",
    "\t\t\t\"workYearCode\": choose_WE(工作经验),\n",
    "\t\t\t\"compId\": \"\",\n",
    "\t\t\t\"compName\": \"\",\n",
    "\t\t\t\"compTag\": \"\",\n",
    "\t\t\t\"industry\": \"\",\n",
    "\t\t\t\"salary\": \"\",\n",
    "\t\t\t\"jobKind\": \"\",\n",
    "\t\t\t\"compScale\": \"\",\n",
    "\t\t\t\"compKind\": \"\",\n",
    "\t\t\t\"compStage\": \"\",\n",
    "\t\t\t\"eduLevel\": \"\"\n",
    "\t\t},\n",
    "\t\t\"passThroughForm\": {\n",
    "\t\t\t\"scene\": \"condition\",\n",
    "\t\t\t\"skId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"fkId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"ckId\": \"y2jy1uvl2gar8xipyemg77rijoomop78\",\n",
    "\t\t\t\"suggest\": None\n",
    "\t\t}\n",
    "\t}\n",
    "}\n",
    "    return payload\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f3fbf0df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '060020',\n",
       "   'dq': '060020',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '产品总监',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '2',\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': '',\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "request_payload(\"广州\",\"产品总监\",\"实习生\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "954bb8ad",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d8398f8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2fe807be",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'city': '050090',\n",
       " 'dq': '050090',\n",
       " 'pubTime': '',\n",
       " 'currentPage': '0',\n",
       " 'pageSize': 40,\n",
       " 'key': '产品经理',\n",
       " 'suggestTag': '',\n",
       " 'workYearCode': '',\n",
       " 'compId': '',\n",
       " 'compName': '',\n",
       " 'compTag': '',\n",
       " 'industry': '',\n",
       " 'salary': '',\n",
       " 'jobKind': '',\n",
       " 'compScale': '',\n",
       " 'compKind': '',\n",
       " 'compStage': '',\n",
       " 'eduLevel': ''}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 尝试意义一一对应 请求参数\n",
    "payload['data']['mainSearchPcConditionForm']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8beaf67",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "100f10c3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
